{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "24fbd216-0391-4c08-9449-03c488d46562",
   "metadata": {},
   "source": [
    "# Q. 71 - 80\n",
    "\n",
    "- 71. マスキング\n",
    "- 72. マスキング(カラートラッキングとモルフォロジー)\n",
    "- 73. 縮小と拡大\n",
    "- 74. ピラミッド差分による高周波成分の抽出\n",
    "- 75. ガウシアンピラミッド\n",
    "- 76. 顕著性マップ\n",
    "- 77. ガボールフィルタ\n",
    "- 78. ガボールフィルタの回転\n",
    "- 79. ガボールフィルタによるエッジ抽出\n",
    "- 80. ガボールフィルタによる特徴抽出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b1f756d6-f077-44db-9346-1de97dfbe548",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "from skimage import io\n",
    "\n",
    "img_orig = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_256x256.png')\n",
    "img_gray = cv2.cvtColor(img_orig, cv2.COLOR_RGB2GRAY)\n",
    "img_128 = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_128x128.png')\n",
    "img_gray_128 = cv2.cvtColor(img_128, cv2.COLOR_RGB2GRAY)\n",
    "img_noise = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_256x256_noise.png')\n",
    "img_dark = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_256x256_dark.png')\n",
    "img_dark_gray = cv2.cvtColor(img_dark, cv2.COLOR_RGB2GRAY)\n",
    "img_light = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_256x256_light.png')\n",
    "img_light_gray = cv2.cvtColor(img_light, cv2.COLOR_RGB2GRAY)\n",
    "\n",
    "img_thorino = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/thorino.jpg')\n",
    "img_thorino_gray = cv2.cvtColor(img_thorino, cv2.COLOR_RGB2GRAY)\n",
    "\n",
    "img_eye = io.imread(\"https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_256x256_eye.png\")\n",
    "img_eye = cv2.cvtColor(img_eye, cv2.COLOR_RGBA2RGB)\n",
    "\n",
    "img_seg = io.imread(\"https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/seg_sample.png\")\n",
    "img_connect = io.imread(\"https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/connect_sample.png\")\n",
    "img_gazo = io.imread(\"https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/gazo_sample.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cac20957-4955-417b-8611-8a1dda8475e6",
   "metadata": {},
   "source": [
    "# Q.71. マスキング\n",
    "\n",
    "imori_256x256.png に対して、Q.70のマスク画像を利用してイモリ以外を黒で埋めよ。\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b73717f2-3dc8-4e98-af5e-ce10ebf44089",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hsv = cv2.cvtColor(img_orig, cv2.COLOR_RGB2HSV)\n",
    "\n",
    "def get_mask(hsv):\n",
    "    h = hsv[..., 0]\n",
    "    mask = np.zeros_like(h).astype(np.uint8)\n",
    "    mask[((h < 90) | (h > 140))] = 1\n",
    "    return mask\n",
    "\n",
    "mask = get_mask(hsv)\n",
    "\n",
    "img_masked = img_orig.copy() * np.concatenate([mask[..., None], mask[..., None], mask[..., None]], axis=-1)\n",
    "\n",
    "fig, ax = plt.subplots(1, 3, figsize=(10, 4))\n",
    "ax[0].set_title(\"input\")\n",
    "ax[0].imshow(img_orig)\n",
    "ax[1].set_title(\"mask\")\n",
    "ax[1].imshow(mask, cmap=\"gray\")\n",
    "ax[2].set_title(\"mask\")\n",
    "ax[2].imshow(img_masked, cmap=\"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15887edb-cb46-4beb-b202-837b83e1cd6c",
   "metadata": {},
   "source": [
    "# Q.72. マスキング(カラートラッキング＋モルフォロジー)\n",
    "\n",
    "Q.71ではマスクが雑になってしまっていたので、イモリの目の部分が削除されていたり、背景がところどころ残ってしまった。\n",
    "\n",
    "よってマスク画像にクロージング処理とオープニング処理を施して、マスキングを行え。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ebafd6d7-549c-4e4c-bff1-c9473d07e4a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def morphology_erode(img, repeat=1):\n",
    "    h, w = img.shape\n",
    "    out = img.copy()\n",
    "\n",
    "    mf = np.array(((0, 1, 0),\n",
    "                (1, 0, 1),\n",
    "                (0, 1, 0)), dtype=int)\n",
    "\n",
    "    for i in range(repeat):\n",
    "        tmp = np.pad(out, (1, 1), 'edge')\n",
    "        for y in range(1, h + 1):\n",
    "            for x in range(1, w + 1):\n",
    "                if np.sum(mf * tmp[y-1:y+2, x-1:x+2]) < 1*4:\n",
    "                    out[y-1, x-1] = 0\n",
    "\n",
    "    return out\n",
    "\n",
    "def morphology_dilate(img, repeat=1):\n",
    "    h, w = img.shape\n",
    "    mf = np.array(((0, 1, 0),\n",
    "                (1, 0, 1),\n",
    "                (0, 1, 0)), dtype=int)\n",
    "\n",
    "    out = img.copy()\n",
    "    for i in range(repeat):\n",
    "        tmp = np.pad(out, (1, 1), 'edge')\n",
    "        for y in range(1, h+1):\n",
    "            for x in range(1, w+1):\n",
    "                if np.sum(mf * tmp[y-1:y+2, x-1:x+2]) >= 1:\n",
    "                    out[y-1, x-1] = 1\n",
    "\n",
    "    return out\n",
    "\n",
    "def morphology_open(img, repeat=1):\n",
    "    out = morphology_dilate(img, repeat=repeat)\n",
    "    out = morphology_erode(out, repeat=repeat)\n",
    "    return out\n",
    "\n",
    "def morphology_close(img, repeat=1):\n",
    "    out = morphology_erode(img, repeat=repeat)\n",
    "    out = morphology_dilate(out, repeat=repeat)\n",
    "    return out\n",
    "\n",
    "\n",
    "# close and open\n",
    "mask2 = morphology_open(mask, repeat=10)\n",
    "mask2 = morphology_close(mask2, repeat=10)\n",
    "\n",
    "img_masked2 = img_orig.copy() * np.concatenate([mask2[..., None], mask2[..., None], mask2[..., None]], axis=-1)\n",
    "\n",
    "fig, ax = plt.subplots(1, 5, figsize=(16, 4))\n",
    "ax[0].set_title(\"input\")\n",
    "ax[0].imshow(img_orig)\n",
    "ax[1].set_title(\"mask before\")\n",
    "ax[1].imshow(mask, cmap=\"gray\")\n",
    "ax[2].set_title(\"masked before\")\n",
    "ax[2].imshow(img_masked)\n",
    "ax[3].set_title(\"mask\")\n",
    "ax[3].imshow(mask2, cmap=\"gray\")\n",
    "ax[4].set_title(\"masked\")\n",
    "ax[4].imshow(img_masked2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36192155-fdcb-4da6-b672-8ec3c541c2d8",
   "metadata": {},
   "source": [
    "# Q.73. 縮小と拡大\n",
    "\n",
    "グレースケールを0.5倍に縮小した後に2倍に拡大した画像を求めよ。 この処理を行うと、ぼやけた画像ができる。\n",
    "\n",
    "拡大縮小にはbi-linear補間を用いよ。bi-linear補間をメソッド（関数）化すると、プログラムが簡潔にできる。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8adc5579-b90f-42d1-9afa-507bd81452a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def bilinear_inter_gray(img, a, b):\n",
    "    h, w = img.shape\n",
    "    out_h = int(h * a)\n",
    "    out_w = int(w * b)\n",
    "\n",
    "    xs, ys = np.meshgrid(range(out_w), range(out_h)) # output image index\n",
    "\n",
    "    _xs = np.floor(xs / b).astype(int) # original x\n",
    "    _ys = np.floor(ys / a).astype(int) # original y\n",
    "\n",
    "    dx = xs / b - _xs\n",
    "    dy = ys / a - _ys\n",
    "\n",
    "    # dx = np.repeat(np.expand_dims(dx, axis=-1), c, axis=-1) # repeat channel\n",
    "    # dy = np.repeat(np.expand_dims(dy, axis=-1), c, axis=-1) # repeat channel\n",
    "\n",
    "    _xs1p = np.minimum(_xs + 1, w - 1)\n",
    "    _ys1p = np.minimum(_ys + 1, h - 1)\n",
    "    \n",
    "    out = (1 - dx) * (1 - dy) * img[_ys, _xs] + dx * (1 - dy) * img[_ys, _xs1p] + \\\n",
    "                    (1 - dx) * dy * img[_ys1p, _xs] + dx * dy * img[_ys1p, _xs1p]\n",
    "\n",
    "    return np.clip(out, 0, 255).astype(np.uint8)\n",
    "\n",
    "img_resized = bilinear_inter_gray(img_gray, a=0.5, b=0.5)\n",
    "img_resized = bilinear_inter_gray(img_resized, a=2, b=2)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(6, 4))\n",
    "ax[0].set_title(\"input\")\n",
    "ax[0].imshow(img_gray, cmap=\"gray\")\n",
    "ax[1].set_title(\"rersized\")\n",
    "ax[1].imshow(img_resized, cmap=\"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83ddccc1-436a-41ba-b70a-9b1f2bfe69d8",
   "metadata": {},
   "source": [
    "# Q.74. ピラミッド差分による高周波成分の抽出\n",
    "\n",
    "Q.73で求めた画像と元画像の差分を求めよ。\n",
    "\n",
    "ここで求めた画像はエッジとなっている。つまり、画像中の高周波成分をとったことになる。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "44184002-60d6-4463-a1b9-5c6e78bace19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_diff = np.abs(img_gray - img_resized)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(6, 4))\n",
    "ax[0].set_title(\"input\")\n",
    "ax[0].imshow(img_gray, cmap=\"gray\")\n",
    "ax[1].set_title(\"diff\")\n",
    "ax[1].imshow(img_diff, cmap=\"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "615b8ca5-1f26-4e32-b271-63220fc31b4c",
   "metadata": {},
   "source": [
    "# Q.75. ガウシアンピラミッド\n",
    "\n",
    "ここでは、元画像を1/2, 1/4, 1/8, 1/16, 1/32にリサイズした画像を求めよ。\n",
    "\n",
    "このように元画像を小さくリサイズして重ねたものをガウシアンピラミッドと呼ぶ。\n",
    "\n",
    "このガウシアンピラミッドの概念は現在でも有効であり、画像をきれいにする超解像を行うディープラーニングの手法でもガウシアンピラミッドの概念が用いられる。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fd3d37b0-e678-43c9-b3e7-a6bdf37840b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pyramid = [img_gray]\n",
    "\n",
    "fig, ax = plt.subplots(1, 5, figsize=(10, 4))\n",
    "for i in range(1, 6):\n",
    "    img_resized = bilinear_inter_gray(img_gray, a=1. / 2 ** i, b=1. / 2 ** i)\n",
    "    pyramid.append(img_resized)\n",
    "    ax[i - 1].set_title(f\"1 / {2 ** i}\")\n",
    "    ax[i - 1].imshow(img_resized, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d675e72a-eae6-4896-baa6-1addfbad8b9a",
   "metadata": {},
   "source": [
    "# Q.76. 顕著性マップ\n",
    "\n",
    "ここではガウシアンピラミッドを用いた簡単な顕著性マップを作成する。\n",
    "\n",
    "顕著性マップとは画像の中で人間の目を引きやすい領域を表した画像である。\n",
    "\n",
    "Ittiらの手法 ( https://www.sciencedirect.com/science/article/pii/S0042698999001637 )をはじめ、様々な手法が提案されている。\n",
    "\n",
    "現在ではディープラーニングによる顕著性マップがよく用いられるが、本来は画像のRGB成分やHSV成分などのガウシアンピラミッドを作成し、それらの差分から求める手法がよく用いられた(例えばIttiらの手法などがある)。\n",
    "\n",
    "ここではIttiらの手法を参考にガウシアンピラミッドから簡単な顕著性マップを作成する。 アルゴリズムは、\n",
    "\n",
    "- ガウシアンピラミッドを元のサイズにリサイズせよ。（リサイズはbi-linear補間を使う）\n",
    "- 作成したピラミッドの２つを選び差分を求める。\n",
    "- 求めた差分を全て足し合わせ、[0, 255]に正規化する。\n",
    "\n",
    "以上で顕著性マップが求められる。 \n",
    "\n",
    "イモリの目の部分や色が周辺と極端に違う部分など、人の目に止まりやすい領域が白くなっているのが分かる。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "85421111-d823-4703-9585-5e84a7dfe101",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sal = np.zeros_like(img_gray, dtype=np.float32)\n",
    "\n",
    "pyramid = [img_gray.astype(np.float32)]\n",
    "\n",
    "for i in range(1, 6):\n",
    "    img_resized = bilinear_inter_gray(img_gray, a=1. / 2 ** i, b=1. / 2 ** i)\n",
    "    img_resized = bilinear_inter_gray(img_resized, a=2 ** i, b=2 ** i)\n",
    "    pyramid.append(img_resized.astype(np.float32))\n",
    "\n",
    "pyramid_n = len(pyramid)\n",
    "\n",
    "for i in range(pyramid_n):\n",
    "    for j in range(pyramid_n):\n",
    "        if i == j:\n",
    "            continue\n",
    "        sal += np.abs(pyramid[i] - pyramid[j])\n",
    "        \n",
    "sal /= sal.max()\n",
    "sal *= 255\n",
    "sal = sal.astype(np.uint8)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(6, 4))\n",
    "ax[0].set_title(\"input\")\n",
    "ax[0].imshow(img_orig)\n",
    "ax[1].set_title(\"saliency\")\n",
    "ax[1].imshow(sal, cmap=\"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e9f546a-62f6-4184-9ec0-55afa611b1ec",
   "metadata": {},
   "source": [
    "# Q.77. ガボールフィルタ\n",
    "\n",
    "ガボールフィルタを実装せよ。\n",
    "\n",
    "ガボールフィルタとはガウス分布と周波数変換を合わせたフィルタであり、画像の特定方向のみのエッジを抽出する時に使われる。\n",
    "\n",
    "フィルタは次式で定義される。\n",
    "\n",
    "```bash\n",
    "G(y, x) = exp(-(x'^2 + g^2 y'^2) / 2 s^2) * cos(2 pi x' / l + p)\n",
    "x' = cosA * x + sinA * y\n",
    "y' = -sinA * x + cosA * y\n",
    "```\n",
    "                                                \n",
    "- y, x はフィルタの位置　フィルタサイズがKとすると、 y, x は [-K//2, k//2]　の値を取る。\n",
    "- g ... gamma ガボールフィルタの楕円率\n",
    "- s ... sigma ガウス分布の標準偏差\n",
    "- l ... lambda 周波数の波長\n",
    "- p ... 位相オフセット\n",
    "- A ... フィルタの回転　抽出したい角度を指定する。\n",
    "\n",
    "ここでは、K=111, s=10, g = 1.2, l =10, p=0, A=0としてガボールフィルタを可視化せよ。\n",
    "\n",
    "ガボールフィルタを実際に使う時は、フィルタ値の絶対値の和が1になるように正規化すると使いやすくなる。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ef3fe0d9-d355-4dcc-ab17-eb7bf396dc45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def gabor_filter(K_size=111, Sigma=10, Gamma=1.2, Lambda=10, Psi=0, angle=0):\n",
    "    # get half size\n",
    "    d = K_size // 2\n",
    "\n",
    "    # prepare kernel\n",
    "    gabor = np.zeros((K_size, K_size), dtype=np.float32)\n",
    "\n",
    "    # each value\n",
    "    for y in range(K_size):\n",
    "        for x in range(K_size):\n",
    "            # distance from center\n",
    "            px = x - d\n",
    "            py = y - d\n",
    "\n",
    "            # degree -> radian\n",
    "            theta = angle / 180. * np.pi\n",
    "\n",
    "            # get kernel x\n",
    "            _x = np.cos(theta) * px + np.sin(theta) * py\n",
    "\n",
    "            # get kernel y\n",
    "            _y = -np.sin(theta) * px + np.cos(theta) * py\n",
    "\n",
    "            # fill kernel\n",
    "            gabor[y, x] = np.exp(-(_x**2 + Gamma**2 * _y**2) / (2 * Sigma**2)) * np.cos(2*np.pi*_x/Lambda + Psi)\n",
    "\n",
    "    # kernel normalization\n",
    "    gabor /= np.sum(np.abs(gabor))\n",
    "\n",
    "    return gabor\n",
    "\n",
    "\n",
    "# get gabor kernel\n",
    "gabor = gabor_filter(K_size=111, Sigma=10, Gamma=1.2, Lambda=10, Psi=0, angle=0)\n",
    "\n",
    "plt.imshow(gabor, cmap=\"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81a24699-fd68-47e0-b403-c89c2ef47dcd",
   "metadata": {},
   "source": [
    "# Q.78. ガボールフィルタの回転\n",
    "\n",
    "ここでは A=0, 45, 90, 135として回転方向のガボールフィルタを求めよ。 その他のパラメータはQ.77同様、K=111, s=10, g = 1.2, l =10, p=0とせよ。\n",
    "\n",
    "ここではガボールフィルタをメソッド化すれば簡単に実装できる。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9ec8c25a-decc-460b-80e3-6e2999676ed0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 4, figsize=(10, 2))\n",
    "\n",
    "for i, a in enumerate([0, 45, 90, 135]):\n",
    "    gabor = gabor_filter(K_size=111, Sigma=10, Gamma=1.2, Lambda=10, Psi=0, angle=a)\n",
    "    ax[i].set_title(f\"rot = {a}\")\n",
    "    ax[i].imshow(gabor, cmap='gray')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d8677b1-2efa-45ba-9a04-f03587b82358",
   "metadata": {},
   "source": [
    "# Q.79. ガボールフィルタによるエッジ抽出\n",
    "\n",
    "グレースケールに対し、A=0, 45, 90, 135 のガボールフィルタでフィルタリングせよ。\n",
    "\n",
    "パラメータはK=11, s=1.5, g=1.2, l=3, p=0とする。\n",
    "\n",
    "解答例の様に、ガボールフィルタで指定した方向のエッジが抽出できていることが分かる。 このようにガボールフィルタはエッジの特徴抽出に優れている。\n",
    "\n",
    "ガボールフィルタは生物の視神経における脳内の一次視覚野(V1)での働きに近いとされていて、つまり生物が見ている時の眼の前の画像の特徴抽出を再現しているともいわれる。\n",
    "\n",
    "ディープラーニングのConvolutional layerはガボールフィルタの働きに近いとも考えられている。しかし、ディープラーニングではフィルタの係数が機械学習によって自動的に決定される。機械学習の結果、ガボールフィルタに近い働きが生じると言われる。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "95bdb29d-5347-4d7e-9ca3-b08385764ed6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def gabor_filtering(gray, K_size=111, Sigma=10, Gamma=1.2, Lambda=10, Psi=0, angle=0):\n",
    "    H, W = gray.shape\n",
    "    # padding\n",
    "    gray = np.pad(gray, (K_size//2, K_size//2), 'edge')\n",
    "\n",
    "    # prepare out image\n",
    "    out = np.zeros((H, W), dtype=np.float32)\n",
    "\n",
    "    # get gabor filter\n",
    "    gabor = gabor_filter(K_size=K_size, Sigma=Sigma, Gamma=Gamma, Lambda=Lambda, Psi=0, angle=angle)\n",
    "        \n",
    "    # filtering\n",
    "    for y in range(H):\n",
    "        for x in range(W):\n",
    "            out[y, x] = np.sum(gray[y : y + K_size, x : x + K_size] * gabor)\n",
    "\n",
    "    out = np.clip(out, 0, 255)\n",
    "    out = out.astype(np.uint8)\n",
    "\n",
    "    return out\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(1, 5, figsize=(12, 4))\n",
    "\n",
    "ax[0].set_title(\"input\")\n",
    "ax[0].imshow(img_gray, cmap=\"gray\")\n",
    "\n",
    "for i, a in enumerate([0, 45, 90, 135]):\n",
    "    img_gabor = gabor_filtering(img_gray, K_size=11, Sigma=1.5, Gamma=1.2, Lambda=3, Psi=0, angle=a)\n",
    "    ax[i + 1].set_title(f\"rot = {a}\")\n",
    "    ax[i + 1].imshow(img_gabor, cmap='gray')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86029107-c155-4429-9d65-883982b8859d",
   "metadata": {},
   "source": [
    "# Q.80. ガボールフィルタによる特徴抽出\n",
    "\n",
    "Q.79で求めた４枚の画像を足し合わせることで、画像の特徴を抽出せよ。\n",
    "\n",
    "結果を見ると、画像の輪郭部分が白くなっていることからエッジ検出のような出力を得たように見える。\n",
    "\n",
    "ディープラーニングのCNN(Convolutional Neural Network)では、最初に画像の特徴を抽出する働きが備わっているが、その特徴抽出の計算はこの問で行ったような操作を延々と繰り返している。ディープラーニングではこのようにして画像の特徴を自動的に抽出している。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "21468d26-5c3e-487c-ae14-457361b0c1d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "out = np.zeros_like(img_gabor, dtype=np.float32)\n",
    "\n",
    "for i, a in enumerate([0, 45, 90, 135]):\n",
    "    img_gabor = gabor_filtering(img_gray, K_size=11, Sigma=1.5, Gamma=1.2, Lambda=3, Psi=0, angle=a)\n",
    "    out += img_gabor.astype(np.float32)\n",
    "    \n",
    "out = out / out.max() * 255\n",
    "out = out.astype(np.uint8)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(6, 4))\n",
    "ax[0].set_title(\"input\")\n",
    "ax[0].imshow(img_orig)\n",
    "ax[1].set_title(\"output\")\n",
    "ax[1].imshow(out, cmap=\"gray\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
